This paper explores the creation of a “Introduction to Data Science” course employing state-of-the-art Artificial Intelligence (AI) technology. This is done, utilizing the GPT-4 model from OpenAI and the CrewAI platform. The project uses a multi-agent system to create excellent teaching materials with the assistance of specialized agents. Every agent has a distinct role to do, which may be anything from planning the course and creating the presentation materials to creating the practical activities and ensuring their excellence. This study explores the ways in which large-scale language models facilitate the process of material production and optimization, ensuring the coherence and relevance of educational materials. Highlighting the benefits of utilizing AI and inter-agent communication in education, the case study showcases how a 12-week course with weekly one-hour sessions may be constructed using this technology. The results indicate that the integration of these technologies can significantly increase the efficiency and adaptability of teaching materials, providing students with a more creative and high-performing learning environment.

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Course Design with Artificial Intelligence Agents

  • Ivan Alexandra,
  • Tiago Pinto,
  • Arsénio Reis,
  • João Barroso

摘要

This paper explores the creation of a “Introduction to Data Science” course employing state-of-the-art Artificial Intelligence (AI) technology. This is done, utilizing the GPT-4 model from OpenAI and the CrewAI platform. The project uses a multi-agent system to create excellent teaching materials with the assistance of specialized agents. Every agent has a distinct role to do, which may be anything from planning the course and creating the presentation materials to creating the practical activities and ensuring their excellence. This study explores the ways in which large-scale language models facilitate the process of material production and optimization, ensuring the coherence and relevance of educational materials. Highlighting the benefits of utilizing AI and inter-agent communication in education, the case study showcases how a 12-week course with weekly one-hour sessions may be constructed using this technology. The results indicate that the integration of these technologies can significantly increase the efficiency and adaptability of teaching materials, providing students with a more creative and high-performing learning environment.